Overview

Dataset Statistics

Number of Variables 76
Number of Rows 51399
Missing Cells 651947
Missing Cells (%) 16.7%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 36.3 MB
Average Row Size in Memory 741.4 B
Variable Types
  • DateTime: 1
  • Numerical: 63
  • Categorical: 12

Dataset Insights

Time_fault and Main Status have similar distributions Similar Distribution
Time_fault and Sub Status have similar distributions Similar Distribution
Time_fault and Value0 have similar distributions Similar Distribution
WEC: ava. Power and WEC: ava. available P technical reasons have similar distributions Similar Distribution
WEC: ava. Power and WEC: ava. Available P force majeure reasons have similar distributions Similar Distribution
WEC: ava. available P from wind and WEC: ava. available P technical reasons have similar distributions Similar Distribution
WEC: ava. available P from wind and WEC: ava. Available P force majeure reasons have similar distributions Similar Distribution
WEC: ava. available P from wind and WEC: ava. Available P force external reasons have similar distributions Similar Distribution
WEC: ava. available P technical reasons and WEC: ava. Available P force majeure reasons have similar distributions Similar Distribution
WEC: ava. available P technical reasons and WEC: ava. Available P force external reasons have similar distributions Similar Distribution
WEC: ava. Available P force majeure reasons and WEC: ava. Available P force external reasons have similar distributions Similar Distribution
Sys 1 inverter 1 cabinet temp. and Sys 1 inverter 3 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 1 cabinet temp. and Sys 1 inverter 4 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 2 cabinet temp. and Sys 1 inverter 3 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 2 cabinet temp. and Sys 1 inverter 4 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 2 cabinet temp. and Sys 1 inverter 6 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 2 cabinet temp. and Sys 1 inverter 7 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 2 cabinet temp. and Sys 2 inverter 3 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 3 cabinet temp. and Sys 1 inverter 4 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 3 cabinet temp. and Sys 1 inverter 6 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 3 cabinet temp. and Sys 1 inverter 7 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 3 cabinet temp. and Sys 2 inverter 4 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 4 cabinet temp. and Sys 1 inverter 6 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 4 cabinet temp. and Sys 1 inverter 7 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 4 cabinet temp. and Sys 2 inverter 3 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 4 cabinet temp. and Sys 2 inverter 4 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 5 cabinet temp. and Sys 2 inverter 1 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 5 cabinet temp. and Sys 2 inverter 2 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 5 cabinet temp. and Fan inverter cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 6 cabinet temp. and Sys 1 inverter 7 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 6 cabinet temp. and Sys 2 inverter 3 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 6 cabinet temp. and Sys 2 inverter 4 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 7 cabinet temp. and Sys 2 inverter 3 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 7 cabinet temp. and Sys 2 inverter 4 cabinet temp. have similar distributions Similar Distribution
Sys 1 inverter 7 cabinet temp. and Inverter averages have similar distributions Similar Distribution
Sys 2 inverter 1 cabinet temp. and Sys 2 inverter 2 cabinet temp. have similar distributions Similar Distribution
Sys 2 inverter 1 cabinet temp. and Fan inverter cabinet temp. have similar distributions Similar Distribution
Sys 2 inverter 2 cabinet temp. and Fan inverter cabinet temp. have similar distributions Similar Distribution
Sys 2 inverter 3 cabinet temp. and Sys 2 inverter 4 cabinet temp. have similar distributions Similar Distribution
Pitch cabinet blade A temp. and Pitch cabinet blade B temp. have similar distributions Similar Distribution
Rotor temp. 1 and Rotor temp. 2 have similar distributions Similar Distribution
Stator temp. 1 and Stator temp. 2 have similar distributions Similar Distribution
Nacelle ambient temp. 1 and Nacelle ambient temp. 2 have similar distributions Similar Distribution
Nacelle temp. and Main carrier temp. have similar distributions Similar Distribution
Main Status and Sub Status have similar distributions Similar Distribution
Main Status and Value0 have similar distributions Similar Distribution
Sub Status and Value0 have similar distributions Similar Distribution
Time_fault has 50846 (98.92%) missing values Missing
Fault has 50846 (98.92%) missing values Missing
Time_scada has 2367 (4.61%) missing values Missing
Error has 2367 (4.61%) missing values Missing
WEC: ava. windspeed has 2367 (4.61%) missing values Missing
WEC: max. windspeed has 2367 (4.61%) missing values Missing
WEC: min. windspeed has 2367 (4.61%) missing values Missing
WEC: ava. Rotation has 2367 (4.61%) missing values Missing
WEC: max. Rotation has 2367 (4.61%) missing values Missing
WEC: min. Rotation has 2367 (4.61%) missing values Missing
WEC: ava. Power has 2367 (4.61%) missing values Missing
WEC: max. Power has 2367 (4.61%) missing values Missing
WEC: min. Power has 2367 (4.61%) missing values Missing
WEC: ava. Nacel position including cable twisting has 2367 (4.61%) missing values Missing
WEC: Operating Hours has 2367 (4.61%) missing values Missing
WEC: Production kWh has 2367 (4.61%) missing values Missing
WEC: Production minutes has 2367 (4.61%) missing values Missing
WEC: ava. reactive Power has 2367 (4.61%) missing values Missing
WEC: max. reactive Power has 2367 (4.61%) missing values Missing
WEC: min. reactive Power has 2367 (4.61%) missing values Missing
WEC: ava. available P from wind has 2367 (4.61%) missing values Missing
WEC: ava. available P technical reasons has 2367 (4.61%) missing values Missing
WEC: ava. Available P force majeure reasons has 2367 (4.61%) missing values Missing
WEC: ava. Available P force external reasons has 2367 (4.61%) missing values Missing
WEC: ava. blade angle A has 2367 (4.61%) missing values Missing
Sys 1 inverter 1 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 1 inverter 2 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 1 inverter 3 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 1 inverter 4 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 1 inverter 5 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 1 inverter 6 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 1 inverter 7 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 2 inverter 1 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 2 inverter 2 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 2 inverter 3 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 2 inverter 4 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 2 inverter 5 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 2 inverter 6 cabinet temp. has 2367 (4.61%) missing values Missing
Sys 2 inverter 7 cabinet temp. has 2367 (4.61%) missing values Missing
Spinner temp. has 2367 (4.61%) missing values Missing
Front bearing temp. has 2367 (4.61%) missing values Missing
Rear bearing temp. has 2367 (4.61%) missing values Missing
Pitch cabinet blade A temp. has 2367 (4.61%) missing values Missing
Pitch cabinet blade B temp. has 2367 (4.61%) missing values Missing
Pitch cabinet blade C temp. has 2367 (4.61%) missing values Missing
Blade A temp. has 2367 (4.61%) missing values Missing
Blade B temp. has 2367 (4.61%) missing values Missing
Blade C temp. has 2367 (4.61%) missing values Missing
Rotor temp. 1 has 2367 (4.61%) missing values Missing
Rotor temp. 2 has 2367 (4.61%) missing values Missing
Stator temp. 1 has 2367 (4.61%) missing values Missing
Stator temp. 2 has 2367 (4.61%) missing values Missing
Nacelle ambient temp. 1 has 2367 (4.61%) missing values Missing
Nacelle ambient temp. 2 has 2367 (4.61%) missing values Missing
Nacelle temp. has 2367 (4.61%) missing values Missing
Nacelle cabinet temp. has 2367 (4.61%) missing values Missing
Main carrier temp. has 2367 (4.61%) missing values Missing
Rectifier cabinet temp. has 2367 (4.61%) missing values Missing
Yaw inverter cabinet temp. has 2367 (4.61%) missing values Missing
Fan inverter cabinet temp. has 2367 (4.61%) missing values Missing
Ambient temp. has 2367 (4.61%) missing values Missing
Tower temp. has 2367 (4.61%) missing values Missing
Control cabinet temp. has 2367 (4.61%) missing values Missing
Transformer temp. has 2367 (4.61%) missing values Missing
RTU: ava. Setpoint 1 has 2367 (4.61%) missing values Missing
Inverter averages has 2367 (4.61%) missing values Missing
Inverter std dev has 2367 (4.61%) missing values Missing
Main Status has 49550 (96.4%) missing values Missing
Sub Status has 49550 (96.4%) missing values Missing
Full Status has 49550 (96.4%) missing values Missing
Status Text has 49550 (96.4%) missing values Missing
T has 49550 (96.4%) missing values Missing
Service has 49550 (96.4%) missing values Missing
FaultMsg has 49550 (96.4%) missing values Missing
Value0 has 49550 (96.4%) missing values Missing
Time_fault is skewed Skewed
Time_scada is skewed Skewed
Error is skewed Skewed
WEC: min. windspeed is skewed Skewed
WEC: ava. Rotation is skewed Skewed
WEC: min. Rotation is skewed Skewed
WEC: ava. Power is skewed Skewed
WEC: max. Power is skewed Skewed
WEC: min. Power is skewed Skewed
WEC: ava. Nacel position including cable twisting is skewed Skewed
WEC: Production minutes is skewed Skewed
WEC: ava. reactive Power is skewed Skewed
WEC: max. reactive Power is skewed Skewed
WEC: min. reactive Power is skewed Skewed
WEC: ava. available P from wind is skewed Skewed
WEC: ava. available P technical reasons is skewed Skewed
WEC: ava. Available P force majeure reasons is skewed Skewed
WEC: ava. Available P force external reasons is skewed Skewed
WEC: ava. blade angle A is skewed Skewed
Sys 1 inverter 2 cabinet temp. is skewed Skewed
Sys 1 inverter 5 cabinet temp. is skewed Skewed
Sys 2 inverter 1 cabinet temp. is skewed Skewed
Rotor temp. 1 is skewed Skewed
Rotor temp. 2 is skewed Skewed
Stator temp. 1 is skewed Skewed
Stator temp. 2 is skewed Skewed
RTU: ava. Setpoint 1 is skewed Skewed
Inverter std dev is skewed Skewed
Main Status is skewed Skewed
Sub Status is skewed Skewed
Value0 is skewed Skewed
Full Status has a high cardinality: 58 distinct values High Cardinality
Status Text has a high cardinality: 56 distinct values High Cardinality
Sys 2 inverter 6 cabinet temp. has constant value "0.0" Constant
Fault has constant length 2 Constant Length
Sys 2 inverter 6 cabinet temp. has constant length 3 Constant Length
T has constant length 3 Constant Length
WEC: ava. Nacel position including cable twisting has 27053 (52.63%) negatives Negatives
WEC: ava. reactive Power has 529 (1.03%) negatives Negatives
WEC: min. reactive Power has 1382 (2.69%) negatives Negatives
Error has 48732 (94.81%) zeros Zeros
WEC: ava. Rotation has 3442 (6.7%) zeros Zeros
WEC: min. Rotation has 5120 (9.96%) zeros Zeros
WEC: ava. Power has 6514 (12.67%) zeros Zeros
WEC: max. Power has 6140 (11.95%) zeros Zeros
WEC: min. Power has 8546 (16.63%) zeros Zeros
WEC: ava. reactive Power has 6112 (11.89%) zeros Zeros
WEC: max. reactive Power has 5974 (11.62%) zeros Zeros
WEC: min. reactive Power has 7314 (14.23%) zeros Zeros
WEC: ava. available P from wind has 2685 (5.22%) zeros Zeros
WEC: ava. available P technical reasons has 3683 (7.17%) zeros Zeros
WEC: ava. Available P force majeure reasons has 5355 (10.42%) zeros Zeros
WEC: ava. Available P force external reasons has 2685 (5.22%) zeros Zeros
  • 1
  • 2
  • 3
  • 4
  • 5
  • 6
  • 7
  • 8
  • 9
  • 10
  • 11
  • 12
  • 13
  • 14
  • 15
  • 16
  • 17
  • 18

Variables


DateTime

datetime

Distinct Count 50989.7091
Approximate Unique (%) 99.2%
Missing 0
Missing (%) 0.0%
Memory Size 822384
Minimum 2014-01-05 08:57:11
Maximum 2015-12-04 16:32:04

Time_fault

numerical

Approximate Distinct Count 446
Approximate Unique (%) 80.7%
Missing 50846
Missing (%) 98.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 8848
Mean 1.4145e+09
Minimum 1.4001e+09
Maximum 1.4214e+09
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Time_fault is skewed left (γ1 = -0.9007)

Quantile Statistics

Minimum 1.4001e+09
5-th Percentile 1.4025e+09
Q1 1.4128e+09
Median 1.4145e+09
Q3 1.418e+09
95-th Percentile 1.4207e+09
Maximum 1.4214e+09
Range 2.1289e+07
IQR 5.2753e+06

Descriptive Statistics

Mean 1.4145e+09
Standard Deviation 5.195e+06
Variance 2.6988e+13
Sum 7.8219e+11
Skewness -0.9007
Kurtosis 0.1943
Coefficient of Variation 0.003673
  • Time_fault is not normally distributed (p-value 2.6148639243460433e-12)
  • Time_fault has 42 outliers

Fault

categorical

Approximate Distinct Count 5
Approximate Unique (%) 0.9%
Missing 50846
Missing (%) 98.9%
Memory Size 37051

Length

Mean 2
Standard Deviation 0
Median 2
Minimum 2
Maximum 2

Sample

1st row GF
2nd row GF
3rd row GF
4th row GF
5th row GF

Letter

Count 1106
Lowercase Letter 0
Space Separator 0
Uppercase Letter 1106
Dash Punctuation 0
Decimal Number 0
  • Fault has words of constant length

Time_scada

numerical

Approximate Distinct Count 49021
Approximate Unique (%) 100.0%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 1.4138e+09
Minimum 1.3989e+09
Maximum 1.4286e+09
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Time_scada is skewed left (γ1 = -0.0012)

Quantile Statistics

Minimum 1.3989e+09
5-th Percentile 1.4004e+09
Q1 1.4064e+09
Median 1.4137e+09
Q3 1.4212e+09
95-th Percentile 1.4271e+09
Maximum 1.4286e+09
Range 2.9635e+07
IQR 1.4826e+07

Descriptive Statistics

Mean 1.4138e+09
Standard Deviation 8.5593e+06
Variance 7.3261e+13
Sum 6.932e+13
Skewness -0.001152
Kurtosis -1.2035
Coefficient of Variation 0.006054
  • Time_scada is not normally distributed (p-value 1.2896450527531396e-18)

Error

numerical

Approximate Distinct Count 12
Approximate Unique (%) 0.0%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 0.9387
Minimum 0
Maximum 246
Zeros 48732
Zeros (%) 94.8%
Negatives 0
Negatives (%) 0.0%
  • Error is skewed right (γ1 = 16.504)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 0
Q3 0
95-th Percentile 0
Maximum 246
Range 246
IQR 0

Descriptive Statistics

Mean 0.9387
Standard Deviation 14.4414
Variance 208.5543
Sum 46024
Skewness 16.504
Kurtosis 275.205
Coefficient of Variation 15.3853
  • Error is not normally distributed (p-value 4.22928794380459e-25)

WEC: ava. windspeed

numerical

Approximate Distinct Count 254
Approximate Unique (%) 0.5%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 6.8753
Minimum 0
Maximum 32.1
Zeros 195
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • WEC: ava. windspeed is skewed right (γ1 = 0.8212)

Quantile Statistics

Minimum 0
5-th Percentile 1.9
Q1 4.2
Median 6.5
Q3 8.9
95-th Percentile 13.8
Maximum 32.1
Range 32.1
IQR 4.7

Descriptive Statistics

Mean 6.8753
Standard Deviation 3.6953
Variance 13.6553
Sum 337111.1001
Skewness 0.8212
Kurtosis 1.0535
Coefficient of Variation 0.5375
  • WEC: ava. windspeed has 1057 outliers

WEC: max. windspeed

numerical

Approximate Distinct Count 360
Approximate Unique (%) 0.7%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 9.3413
Minimum 0
Maximum 51.1
Zeros 222
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • WEC: max. windspeed is skewed right (γ1 = 1.1109)

Quantile Statistics

Minimum 0
5-th Percentile 2.655
Q1 5.8
Median 8.6
Q3 11.7
95-th Percentile 19.6
Maximum 51.1
Range 51.1
IQR 5.9

Descriptive Statistics

Mean 9.3413
Standard Deviation 5.1582
Variance 26.6073
Sum 458021.4001
Skewness 1.1109
Kurtosis 1.8269
Coefficient of Variation 0.5522
  • WEC: max. windspeed is not normally distributed (p-value 0.00017471862712881863)
  • WEC: max. windspeed has 1919 outliers

WEC: min. windspeed

numerical

Approximate Distinct Count 177
Approximate Unique (%) 0.4%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 12.2438
Minimum 0
Maximum 6553.5
Zeros 1403
Zeros (%) 2.7%
Negatives 0
Negatives (%) 0.0%
  • WEC: min. windspeed is skewed right (γ1 = 29.272)

Quantile Statistics

Minimum 0
5-th Percentile 0.8
Q1 2.6
Median 4.4
Q3 6.3
95-th Percentile 9.5
Maximum 6553.5
Range 6553.5
IQR 3.7

Descriptive Statistics

Mean 12.2438
Standard Deviation 223.1755
Variance 49807.2984
Sum 600339.3999
Skewness 29.272
Kurtosis 854.969
Coefficient of Variation 18.2276
  • WEC: min. windspeed is not normally distributed (p-value 4.226830430142008e-25)
  • WEC: min. windspeed has 488 outliers

WEC: ava. Rotation

numerical

Approximate Distinct Count 1413
Approximate Unique (%) 2.9%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 8.679
Minimum 0
Maximum 14.73
Zeros 3442
Zeros (%) 6.7%
Negatives 0
Negatives (%) 0.0%
  • WEC: ava. Rotation is skewed left (γ1 = -0.5536)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 6.33
Median 8.97
Q3 11.92
95-th Percentile 14.31
Maximum 14.73
Range 14.73
IQR 5.59

Descriptive Statistics

Mean 8.679
Standard Deviation 4.1435
Variance 17.1688
Sum 425548.3596
Skewness -0.5536
Kurtosis -0.3309
Coefficient of Variation 0.4774
  • WEC: ava. Rotation is not normally distributed (p-value 2.4760060078087727e-09)

WEC: max. Rotation

numerical

Approximate Distinct Count 1548
Approximate Unique (%) 3.2%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 9.5479
Minimum 0
Maximum 18.91
Zeros 1736
Zeros (%) 3.4%
Negatives 0
Negatives (%) 0.0%
  • WEC: max. Rotation is skewed left (γ1 = -0.6126)

Quantile Statistics

Minimum 0
5-th Percentile 0.04
Q1 6.74
Median 10.06
Q3 13.55
95-th Percentile 15.28
Maximum 18.91
Range 18.91
IQR 6.81

Descriptive Statistics

Mean 9.5479
Standard Deviation 4.4823
Variance 20.0909
Sum 468152.4
Skewness -0.6126
Kurtosis -0.3851
Coefficient of Variation 0.4695
  • WEC: max. Rotation is not normally distributed (p-value 0.00014122927625636347)

WEC: min. Rotation

numerical

Approximate Distinct Count 1361
Approximate Unique (%) 2.8%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 8.5153
Minimum 0
Maximum 655.35
Zeros 5120
Zeros (%) 10.0%
Negatives 0
Negatives (%) 0.0%
  • WEC: min. Rotation is skewed right (γ1 = 28.0121)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 5.88
Median 7.85
Q3 10.39
95-th Percentile 13.63
Maximum 655.35
Range 655.35
IQR 4.51

Descriptive Statistics

Mean 8.5153
Standard Deviation 22.3935
Variance 501.4667
Sum 417520.0686
Skewness 28.0121
Kurtosis 806.2889
Coefficient of Variation 2.6298
  • WEC: min. Rotation is not normally distributed (p-value 8.0787650366952975e-25)
  • WEC: min. Rotation has 57 outliers

WEC: ava. Power

numerical

Approximate Distinct Count 3067
Approximate Unique (%) 6.3%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 942.4476
Minimum 0
Maximum 3071
Zeros 6514
Zeros (%) 12.7%
Negatives 0
Negatives (%) 0.0%
  • WEC: ava. Power is skewed right (γ1 = 0.9358)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 87
Median 536
Q3 1552
95-th Percentile 3056
Maximum 3071
Range 3071
IQR 1465

Descriptive Statistics

Mean 942.4476
Standard Deviation 1009.0553
Variance 1.0182e+06
Sum 4.621e+07
Skewness 0.9358
Kurtosis -0.4777
Coefficient of Variation 1.0707
  • WEC: ava. Power is not normally distributed (p-value 2.7329168718783952e-21)

WEC: max. Power

numerical

Approximate Distinct Count 3189
Approximate Unique (%) 6.5%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 1214.2122
Minimum 0
Maximum 3216
Zeros 6140
Zeros (%) 11.9%
Negatives 0
Negatives (%) 0.0%
  • WEC: max. Power is skewed right (γ1 = 0.582)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 138
Median 802
Q3 2326
95-th Percentile 3144
Maximum 3216
Range 3216
IQR 2188

Descriptive Statistics

Mean 1214.2122
Standard Deviation 1168.9619
Variance 1.3665e+06
Sum 5.9535e+07
Skewness 0.582
Kurtosis -1.2108
Coefficient of Variation 0.9627
  • WEC: max. Power is not normally distributed (p-value 2.7113342804279326e-18)

WEC: min. Power

numerical

Approximate Distinct Count 2983
Approximate Unique (%) 6.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 651.7974
Minimum 0
Maximum 3028
Zeros 8546
Zeros (%) 16.6%
Negatives 0
Negatives (%) 0.0%
  • WEC: min. Power is skewed right (γ1 = 1.4977)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 36
Median 315
Q3 932
95-th Percentile 2687
Maximum 3028
Range 3028
IQR 896

Descriptive Statistics

Mean 651.7974
Standard Deviation 818.0201
Variance 669156.8513
Sum 3.1959e+07
Skewness 1.4977
Kurtosis 1.295
Coefficient of Variation 1.255
  • WEC: min. Power is not normally distributed (p-value 4.073301766025874e-22)
  • WEC: min. Power has 3910 outliers

WEC: ava. Nacel position including cable twisting

numerical

Approximate Distinct Count 1495
Approximate Unique (%) 3.0%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 25.5701
Minimum -892
Maximum 1080
Zeros 393
Zeros (%) 0.8%
Negatives 27053
Negatives (%) 52.6%
  • WEC: ava. Nacel position including cable twisting is skewed right (γ1 = 0.274)

Quantile Statistics

Minimum -892
5-th Percentile -433
Q1 -131
Median -33
Q3 231
95-th Percentile 602
Maximum 1080
Range 1972
IQR 362

Descriptive Statistics

Mean 25.5701
Standard Deviation 293.6938
Variance 86256.0624
Sum 1.2538e+06
Skewness 0.274
Kurtosis -0.1608
Coefficient of Variation 11.4858
  • WEC: ava. Nacel position including cable twisting is not normally distributed (p-value 5.3348322853283245e-09)
  • WEC: ava. Nacel position including cable twisting has 178 outliers

WEC: Operating Hours

numerical

Approximate Distinct Count 7005
Approximate Unique (%) 14.3%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 4214.5784
Minimum 0
Maximum 7884
Zeros 187
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • WEC: Operating Hours is skewed right (γ1 = 0.0111)

Quantile Statistics

Minimum 0
5-th Percentile 912
Q1 2360
Median 4179
Q3 6007.25
95-th Percentile 7515
Maximum 7884
Range 7884
IQR 3647.25

Descriptive Statistics

Mean 4214.5784
Standard Deviation 2113.4158
Variance 4.4665e+06
Sum 2.0665e+08
Skewness 0.0111
Kurtosis -1.2034
Coefficient of Variation 0.5015
  • WEC: Operating Hours is not normally distributed (p-value 0.0009726136983205327)

WEC: Production kWh

numerical

Approximate Distinct Count 41753
Approximate Unique (%) 85.2%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 4.0231e+06
Minimum 0
Maximum 8.5798e+06
Zeros 187
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • WEC: Production kWh is skewed right (γ1 = 0.3875)

Quantile Statistics

Minimum 0
5-th Percentile 943961.55
Q1 1.8645e+06
Median 3.3851e+06
Q3 6.0989e+06
95-th Percentile 8.061e+06
Maximum 8.5798e+06
Range 8.5798e+06
IQR 4.2344e+06

Descriptive Statistics

Mean 4.0231e+06
Standard Deviation 2.3642e+06
Variance 5.5893e+12
Sum 1.9726e+11
Skewness 0.3875
Kurtosis -1.1583
Coefficient of Variation 0.5876
  • WEC: Production kWh is not normally distributed (p-value 0.0005559323331571197)

WEC: Production minutes

numerical

Approximate Distinct Count 60
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 28.8263
Minimum 0
Maximum 59
Zeros 1182
Zeros (%) 2.3%
Negatives 0
Negatives (%) 0.0%
  • WEC: Production minutes is skewed right (γ1 = 0.0433)

Quantile Statistics

Minimum 0
5-th Percentile 2
Q1 12
Median 29
Q3 44
95-th Percentile 57
Maximum 59
Range 59
IQR 32

Descriptive Statistics

Mean 28.8263
Standard Deviation 17.893
Variance 320.1606
Sum 1.4134e+06
Skewness 0.04333
Kurtosis -1.2687
Coefficient of Variation 0.6207
  • WEC: Production minutes is not normally distributed (p-value 5.4607256093704354e-12)

WEC: ava. reactive Power

numerical

Approximate Distinct Count 351
Approximate Unique (%) 0.7%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 81.7035
Minimum -8
Maximum 425
Zeros 6112
Zeros (%) 11.9%
Negatives 529
Negatives (%) 1.0%
  • WEC: ava. reactive Power is skewed right (γ1 = 1.3385)

Quantile Statistics

Minimum -8
5-th Percentile 0
Q1 29
Median 48
Q3 107
95-th Percentile 284
Maximum 425
Range 433
IQR 78

Descriptive Statistics

Mean 81.7035
Standard Deviation 84.2209
Variance 7093.1541
Sum 4.0061e+06
Skewness 1.3385
Kurtosis 0.7142
Coefficient of Variation 1.0308
  • WEC: ava. reactive Power is not normally distributed (p-value 1.1019285604549963e-11)
  • WEC: ava. reactive Power has 5175 outliers

WEC: max. reactive Power

numerical

Approximate Distinct Count 538
Approximate Unique (%) 1.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 102.8024
Minimum -6
Maximum 1145
Zeros 5974
Zeros (%) 11.6%
Negatives 140
Negatives (%) 0.3%
  • WEC: max. reactive Power is skewed right (γ1 = 2.7539)

Quantile Statistics

Minimum -6
5-th Percentile 0
Q1 36
Median 57
Q3 154
95-th Percentile 297
Maximum 1145
Range 1151
IQR 118

Descriptive Statistics

Mean 102.8024
Standard Deviation 112.0829
Variance 12562.5792
Sum 5.0406e+06
Skewness 2.7539
Kurtosis 16.0406
Coefficient of Variation 1.0903
  • WEC: max. reactive Power is not normally distributed (p-value 5.2231635120090075e-15)
  • WEC: max. reactive Power has 299 outliers

WEC: min. reactive Power

numerical

Approximate Distinct Count 361
Approximate Unique (%) 0.7%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 64.0255
Minimum -168
Maximum 390
Zeros 7314
Zeros (%) 14.2%
Negatives 1382
Negatives (%) 2.7%
  • WEC: min. reactive Power is skewed right (γ1 = 1.7476)

Quantile Statistics

Minimum -168
5-th Percentile 0
Q1 19
Median 42
Q3 77
95-th Percentile 248
Maximum 390
Range 558
IQR 58

Descriptive Statistics

Mean 64.0255
Standard Deviation 71.2921
Variance 5082.5674
Sum 3.1393e+06
Skewness 1.7476
Kurtosis 2.5696
Coefficient of Variation 1.1135
  • WEC: min. reactive Power is not normally distributed (p-value 5.372452929451014e-13)
  • WEC: min. reactive Power has 5014 outliers

WEC: ava. available P from wind

numerical

Approximate Distinct Count 3067
Approximate Unique (%) 6.3%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 1042.6801
Minimum 0
Maximum 65535
Zeros 2685
Zeros (%) 5.2%
Negatives 0
Negatives (%) 0.0%
  • WEC: ava. available P from wind is skewed right (γ1 = 15.7148)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 168
Median 656
Q3 1706
95-th Percentile 3060
Maximum 65535
Range 65535
IQR 1538

Descriptive Statistics

Mean 1042.6801
Standard Deviation 1215.8303
Variance 1.4782e+06
Sum 5.1125e+07
Skewness 15.7148
Kurtosis 805.4987
Coefficient of Variation 1.1661
  • WEC: ava. available P from wind is not normally distributed (p-value 5.531588660841672e-23)
  • WEC: ava. available P from wind has 5 outliers

WEC: ava. available P technical reasons

numerical

Approximate Distinct Count 3065
Approximate Unique (%) 6.3%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 1017.8128
Minimum 0
Maximum 65535
Zeros 3683
Zeros (%) 7.2%
Negatives 0
Negatives (%) 0.0%
  • WEC: ava. available P technical reasons is skewed right (γ1 = 15.9751)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 145
Median 630
Q3 1678
95-th Percentile 3060
Maximum 65535
Range 65535
IQR 1533

Descriptive Statistics

Mean 1017.8128
Standard Deviation 1209.5546
Variance 1.463e+06
Sum 4.9905e+07
Skewness 15.9751
Kurtosis 823.6619
Coefficient of Variation 1.1884
  • WEC: ava. available P technical reasons is not normally distributed (p-value 4.6773409341188107e-23)
  • WEC: ava. available P technical reasons has 5 outliers

WEC: ava. Available P force majeure reasons

numerical

Approximate Distinct Count 3063
Approximate Unique (%) 6.2%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 977.1616
Minimum 0
Maximum 65535
Zeros 5355
Zeros (%) 10.4%
Negatives 0
Negatives (%) 0.0%
  • WEC: ava. Available P force majeure reasons is skewed right (γ1 = 15.9311)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 110
Median 564
Q3 1581
95-th Percentile 3060
Maximum 65535
Range 65535
IQR 1471

Descriptive Statistics

Mean 977.1616
Standard Deviation 1212.6069
Variance 1.4704e+06
Sum 4.7912e+07
Skewness 15.9311
Kurtosis 817.5094
Coefficient of Variation 1.2409
  • WEC: ava. Available P force majeure reasons is not normally distributed (p-value 2.498381975794258e-23)
  • WEC: ava. Available P force majeure reasons has 5 outliers

WEC: ava. Available P force external reasons

numerical

Approximate Distinct Count 3065
Approximate Unique (%) 6.3%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 1036.9449
Minimum 0
Maximum 65535
Zeros 2685
Zeros (%) 5.2%
Negatives 0
Negatives (%) 0.0%
  • WEC: ava. Available P force external reasons is skewed right (γ1 = 15.9777)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 168
Median 656
Q3 1700.25
95-th Percentile 3060
Maximum 65535
Range 65535
IQR 1532.25

Descriptive Statistics

Mean 1036.9449
Standard Deviation 1208.9177
Variance 1.4615e+06
Sum 5.0843e+07
Skewness 15.9777
Kurtosis 824.4126
Coefficient of Variation 1.1658
  • WEC: ava. Available P force external reasons is not normally distributed (p-value 5.678593000601773e-23)
  • WEC: ava. Available P force external reasons has 5 outliers

WEC: ava. blade angle A

numerical

Approximate Distinct Count 2390
Approximate Unique (%) 4.9%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 10.262
Minimum 0
Maximum 327.67
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • WEC: ava. blade angle A is skewed right (γ1 = 2.8529)

Quantile Statistics

Minimum 0
5-th Percentile 1
Q1 1
Median 1
Q3 1.04
95-th Percentile 91.93
Maximum 327.67
Range 327.67
IQR 0.04

Descriptive Statistics

Mean 10.262
Standard Deviation 25.0137
Variance 625.6872
Sum 503166.021
Skewness 2.8529
Kurtosis 8.1106
Coefficient of Variation 2.4375
  • WEC: ava. blade angle A is not normally distributed (p-value 7.51385686551143e-25)
  • WEC: ava. blade angle A has 12162 outliers

Sys 1 inverter 1 cabinet temp.

numerical

Approximate Distinct Count 41
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 26.6347
Minimum -14
Maximum 42
Zeros 168
Zeros (%) 0.3%
Negatives 247
Negatives (%) 0.5%
  • Sys 1 inverter 1 cabinet temp. is skewed left (γ1 = -1.5928)

Quantile Statistics

Minimum -14
5-th Percentile 17
Q1 23
Median 27
Q3 31
95-th Percentile 35
Maximum 42
Range 56
IQR 8

Descriptive Statistics

Mean 26.6347
Standard Deviation 6.3621
Variance 40.4758
Sum 1.306e+06
Skewness -1.5928
Kurtosis 7.8943
Coefficient of Variation 0.2389
  • Sys 1 inverter 1 cabinet temp. is not normally distributed (p-value 0.00021757328958746193)
  • Sys 1 inverter 1 cabinet temp. has 428 outliers

Sys 1 inverter 2 cabinet temp.

numerical

Approximate Distinct Count 46
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 27.7047
Minimum -14
Maximum 45
Zeros 166
Zeros (%) 0.3%
Negatives 253
Negatives (%) 0.5%
  • Sys 1 inverter 2 cabinet temp. is skewed left (γ1 = -1.8544)

Quantile Statistics

Minimum -14
5-th Percentile 19
Q1 24
Median 28
Q3 32
95-th Percentile 36
Maximum 45
Range 59
IQR 8

Descriptive Statistics

Mean 27.7047
Standard Deviation 6.2207
Variance 38.697
Sum 1.3584e+06
Skewness -1.8544
Kurtosis 10.008
Coefficient of Variation 0.2245
  • Sys 1 inverter 2 cabinet temp. is not normally distributed (p-value 8.178611796313283e-08)
  • Sys 1 inverter 2 cabinet temp. has 437 outliers

Sys 1 inverter 3 cabinet temp.

numerical

Approximate Distinct Count 45
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 27.2804
Minimum -14
Maximum 43
Zeros 165
Zeros (%) 0.3%
Negatives 161
Negatives (%) 0.3%
  • Sys 1 inverter 3 cabinet temp. is skewed left (γ1 = -1.5287)

Quantile Statistics

Minimum -14
5-th Percentile 19
Q1 24
Median 27
Q3 31
95-th Percentile 35
Maximum 43
Range 57
IQR 7

Descriptive Statistics

Mean 27.2804
Standard Deviation 5.8117
Variance 33.7761
Sum 1.3376e+06
Skewness -1.5287
Kurtosis 8.4802
Coefficient of Variation 0.213
  • Sys 1 inverter 3 cabinet temp. is not normally distributed (p-value 7.123552066524575e-07)
  • Sys 1 inverter 3 cabinet temp. has 452 outliers

Sys 1 inverter 4 cabinet temp.

numerical

Approximate Distinct Count 42
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 27.3622
Minimum -14
Maximum 41
Zeros 166
Zeros (%) 0.3%
Negatives 164
Negatives (%) 0.3%
  • Sys 1 inverter 4 cabinet temp. is skewed left (γ1 = -1.6015)

Quantile Statistics

Minimum -14
5-th Percentile 19
Q1 24
Median 28
Q3 32
95-th Percentile 35
Maximum 41
Range 55
IQR 8

Descriptive Statistics

Mean 27.3622
Standard Deviation 5.7855
Variance 33.4716
Sum 1.3416e+06
Skewness -1.6015
Kurtosis 8.7008
Coefficient of Variation 0.2114
  • Sys 1 inverter 4 cabinet temp. is not normally distributed (p-value 4.5937742690126035e-06)
  • Sys 1 inverter 4 cabinet temp. has 348 outliers

Sys 1 inverter 5 cabinet temp.

numerical

Approximate Distinct Count 44
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 28.6555
Minimum -14
Maximum 45
Zeros 165
Zeros (%) 0.3%
Negatives 276
Negatives (%) 0.5%
  • Sys 1 inverter 5 cabinet temp. is skewed left (γ1 = -2.1246)

Quantile Statistics

Minimum -14
5-th Percentile 20
Q1 25
Median 29
Q3 33
95-th Percentile 36
Maximum 45
Range 59
IQR 8

Descriptive Statistics

Mean 28.6555
Standard Deviation 6.2242
Variance 38.7404
Sum 1.405e+06
Skewness -2.1246
Kurtosis 11.895
Coefficient of Variation 0.2172
  • Sys 1 inverter 5 cabinet temp. is not normally distributed (p-value 1.577768162702653e-07)
  • Sys 1 inverter 5 cabinet temp. has 451 outliers

Sys 1 inverter 6 cabinet temp.

numerical

Approximate Distinct Count 42
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 27.5513
Minimum -14
Maximum 41
Zeros 167
Zeros (%) 0.3%
Negatives 276
Negatives (%) 0.5%
  • Sys 1 inverter 6 cabinet temp. is skewed left (γ1 = -2.0259)

Quantile Statistics

Minimum -14
5-th Percentile 19
Q1 24
Median 28
Q3 32
95-th Percentile 36
Maximum 41
Range 55
IQR 8

Descriptive Statistics

Mean 27.5513
Standard Deviation 6.1126
Variance 37.3635
Sum 1.3509e+06
Skewness -2.0259
Kurtosis 11.3955
Coefficient of Variation 0.2219
  • Sys 1 inverter 6 cabinet temp. is not normally distributed (p-value 8.565580685328623e-06)
  • Sys 1 inverter 6 cabinet temp. has 454 outliers

Sys 1 inverter 7 cabinet temp.

numerical

Approximate Distinct Count 42
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 27.6517
Minimum -14
Maximum 41
Zeros 165
Zeros (%) 0.3%
Negatives 162
Negatives (%) 0.3%
  • Sys 1 inverter 7 cabinet temp. is skewed left (γ1 = -1.64)

Quantile Statistics

Minimum -14
5-th Percentile 19
Q1 24
Median 28
Q3 32
95-th Percentile 36
Maximum 41
Range 55
IQR 8

Descriptive Statistics

Mean 27.6517
Standard Deviation 5.7747
Variance 33.3474
Sum 1.3558e+06
Skewness -1.64
Kurtosis 8.9918
Coefficient of Variation 0.2088
  • Sys 1 inverter 7 cabinet temp. is not normally distributed (p-value 5.682873623158222e-07)
  • Sys 1 inverter 7 cabinet temp. has 340 outliers

Sys 2 inverter 1 cabinet temp.

numerical

Approximate Distinct Count 44
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 29.1356
Minimum -14
Maximum 45
Zeros 166
Zeros (%) 0.3%
Negatives 161
Negatives (%) 0.3%
  • Sys 2 inverter 1 cabinet temp. is skewed left (γ1 = -1.875)

Quantile Statistics

Minimum -14
5-th Percentile 21
Q1 26
Median 30
Q3 33
95-th Percentile 37
Maximum 45
Range 59
IQR 7

Descriptive Statistics

Mean 29.1356
Standard Deviation 5.7028
Variance 32.5219
Sum 1.4286e+06
Skewness -1.875
Kurtosis 11.1392
Coefficient of Variation 0.1957
  • Sys 2 inverter 1 cabinet temp. is not normally distributed (p-value 5.39617792062248e-08)
  • Sys 2 inverter 1 cabinet temp. has 375 outliers

Sys 2 inverter 2 cabinet temp.

numerical

Approximate Distinct Count 44
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 28.8686
Minimum -14
Maximum 46
Zeros 165
Zeros (%) 0.3%
Negatives 158
Negatives (%) 0.3%
  • Sys 2 inverter 2 cabinet temp. is skewed left (γ1 = -1.8449)

Quantile Statistics

Minimum -14
5-th Percentile 21
Q1 25
Median 29
Q3 33
95-th Percentile 36
Maximum 46
Range 60
IQR 8

Descriptive Statistics

Mean 28.8686
Standard Deviation 5.6977
Variance 32.4639
Sum 1.4155e+06
Skewness -1.8449
Kurtosis 10.7516
Coefficient of Variation 0.1974
  • Sys 2 inverter 2 cabinet temp. is not normally distributed (p-value 7.616703255205506e-05)
  • Sys 2 inverter 2 cabinet temp. has 336 outliers

Sys 2 inverter 3 cabinet temp.

numerical

Approximate Distinct Count 43
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 27.8502
Minimum -14
Maximum 42
Zeros 166
Zeros (%) 0.3%
Negatives 158
Negatives (%) 0.3%
  • Sys 2 inverter 3 cabinet temp. is skewed left (γ1 = -1.5111)

Quantile Statistics

Minimum -14
5-th Percentile 20
Q1 24
Median 28
Q3 32
95-th Percentile 36
Maximum 42
Range 56
IQR 8

Descriptive Statistics

Mean 27.8502
Standard Deviation 5.833
Variance 34.0241
Sum 1.3655e+06
Skewness -1.5111
Kurtosis 8.5119
Coefficient of Variation 0.2094
  • Sys 2 inverter 3 cabinet temp. is not normally distributed (p-value 5.706379643994179e-06)
  • Sys 2 inverter 3 cabinet temp. has 333 outliers

Sys 2 inverter 4 cabinet temp.

numerical

Approximate Distinct Count 42
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 27.4259
Minimum -14
Maximum 41
Zeros 165
Zeros (%) 0.3%
Negatives 173
Negatives (%) 0.3%
  • Sys 2 inverter 4 cabinet temp. is skewed left (γ1 = -1.5694)

Quantile Statistics

Minimum -14
5-th Percentile 19
Q1 23
Median 28
Q3 32
95-th Percentile 35
Maximum 41
Range 55
IQR 9

Descriptive Statistics

Mean 27.4259
Standard Deviation 5.87
Variance 34.4568
Sum 1.3447e+06
Skewness -1.5694
Kurtosis 8.4556
Coefficient of Variation 0.214
  • Sys 2 inverter 4 cabinet temp. is not normally distributed (p-value 6.250494344212676e-06)
  • Sys 2 inverter 4 cabinet temp. has 343 outliers

Sys 2 inverter 5 cabinet temp.

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 2367
Missing (%) 4.6%
Memory Size 3431910
  • The largest value (-14.0) is over 296.16 times larger than the second largest value (0.0)

Length

Mean 4.9933
Standard Deviation 0.1158
Median 5
Minimum 3
Maximum 5

Sample

1st row -14.0
2nd row -14.0
3rd row -14.0
4th row -14.0
5th row -14.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 48867
Decimal Number 146931
  • The top 2 categories (-14.0, 0.0) take over 50.0%
  • The largest value (140) is over 296.16 times larger than the second largest value (00)

Sys 2 inverter 6 cabinet temp.

categorical

Approximate Distinct Count 1
Approximate Unique (%) 0.0%
Missing 2367
Missing (%) 4.6%
Memory Size 3334176

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 0.0
2nd row 0.0
3rd row 0.0
4th row 0.0
5th row 0.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 98064
  • Sys 2 inverter 6 cabinet temp. has words of constant length

Sys 2 inverter 7 cabinet temp.

categorical

Approximate Distinct Count 3
Approximate Unique (%) 0.0%
Missing 2367
Missing (%) 4.6%
Memory Size 3431900
  • The largest value (-50.0) is over 296.13 times larger than the second largest value (0.0)

Length

Mean 4.9931
Standard Deviation 0.1176
Median 5
Minimum 3
Maximum 5

Sample

1st row -50.0
2nd row -50.0
3rd row -50.0
4th row -50.0
5th row -50.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 48862
Decimal Number 146926
  • The top 2 categories (-50.0, 0.0) take over 50.0%
  • The largest value (500) is over 296.13 times larger than the second largest value (00)

Spinner temp.

numerical

Approximate Distinct Count 34
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 17.9109
Minimum 0
Maximum 38
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Spinner temp. is skewed right (γ1 = 0.1943)

Quantile Statistics

Minimum 0
5-th Percentile 10
Q1 13
Median 18
Q3 22
95-th Percentile 27
Maximum 38
Range 38
IQR 9

Descriptive Statistics

Mean 17.9109
Standard Deviation 5.3504
Variance 28.6264
Sum 878205
Skewness 0.1943
Kurtosis -0.1181
Coefficient of Variation 0.2987
  • Spinner temp. is not normally distributed (p-value 0.005213030797935978)
  • Spinner temp. has 39 outliers

Front bearing temp.

numerical

Approximate Distinct Count 29
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 22.062
Minimum 0
Maximum 35
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Front bearing temp. is skewed left (γ1 = -0.5578)

Quantile Statistics

Minimum 0
5-th Percentile 13
Q1 18
Median 22
Q3 26
95-th Percentile 29
Maximum 35
Range 35
IQR 8

Descriptive Statistics

Mean 22.062
Standard Deviation 4.9636
Variance 24.6373
Sum 1.0817e+06
Skewness -0.5578
Kurtosis 0.592
Coefficient of Variation 0.225
  • Front bearing temp. is not normally distributed (p-value 0.0067798912145145595)
  • Front bearing temp. has 165 outliers

Rear bearing temp.

numerical

Approximate Distinct Count 37
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 27.2904
Minimum 0
Maximum 43
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Rear bearing temp. is skewed left (γ1 = -1.5835)

Quantile Statistics

Minimum 0
5-th Percentile 13
Q1 25
Median 28
Q3 31
95-th Percentile 33
Maximum 43
Range 43
IQR 6

Descriptive Statistics

Mean 27.2904
Standard Deviation 5.3211
Variance 28.3143
Sum 1.3381e+06
Skewness -1.5835
Kurtosis 3.85
Coefficient of Variation 0.195
  • Rear bearing temp. is not normally distributed (p-value 0.0008987609605086597)
  • Rear bearing temp. has 2714 outliers

Pitch cabinet blade A temp.

numerical

Approximate Distinct Count 41
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 33.9286
Minimum 0
Maximum 53
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Pitch cabinet blade A temp. is skewed left (γ1 = -0.4347)

Quantile Statistics

Minimum 0
5-th Percentile 26
Q1 30
Median 34
Q3 38
95-th Percentile 43
Maximum 53
Range 53
IQR 8

Descriptive Statistics

Mean 33.9286
Standard Deviation 5.7797
Variance 33.4054
Sum 1.6636e+06
Skewness -0.4347
Kurtosis 3.073
Coefficient of Variation 0.1704
  • Pitch cabinet blade A temp. is not normally distributed (p-value 2.524324577666136e-06)
  • Pitch cabinet blade A temp. has 259 outliers

Pitch cabinet blade B temp.

numerical

Approximate Distinct Count 40
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 33.9041
Minimum 0
Maximum 52
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Pitch cabinet blade B temp. is skewed left (γ1 = -0.4579)

Quantile Statistics

Minimum 0
5-th Percentile 26
Q1 30
Median 34
Q3 38
95-th Percentile 43
Maximum 52
Range 52
IQR 8

Descriptive Statistics

Mean 33.9041
Standard Deviation 5.6837
Variance 32.3043
Sum 1.6624e+06
Skewness -0.4579
Kurtosis 3.365
Coefficient of Variation 0.1676
  • Pitch cabinet blade B temp. is not normally distributed (p-value 0.003813836617786904)
  • Pitch cabinet blade B temp. has 265 outliers

Pitch cabinet blade C temp.

numerical

Approximate Distinct Count 40
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 33.1267
Minimum 0
Maximum 51
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Pitch cabinet blade C temp. is skewed left (γ1 = -0.4507)

Quantile Statistics

Minimum 0
5-th Percentile 25
Q1 29
Median 33
Q3 37
95-th Percentile 42
Maximum 51
Range 51
IQR 8

Descriptive Statistics

Mean 33.1267
Standard Deviation 5.5899
Variance 31.2473
Sum 1.6243e+06
Skewness -0.4507
Kurtosis 3.3005
Coefficient of Variation 0.1687
  • Pitch cabinet blade C temp. is not normally distributed (p-value 0.00620841326425186)
  • Pitch cabinet blade C temp. has 263 outliers

Blade A temp.

categorical

Approximate Distinct Count 7
Approximate Unique (%) 0.0%
Missing 2367
Missing (%) 4.6%
Memory Size 3431910
  • The largest value (166.0) is over 2.85 times larger than the second largest value (165.0)

Length

Mean 4.9933
Standard Deviation 0.1158
Median 5
Minimum 3
Maximum 5

Sample

1st row 166.0
2nd row 165.0
3rd row 166.0
4th row 166.0
5th row 166.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 195798
  • The top 2 categories (166.0, 165.0) take over 50.0%
  • The largest value (1660) is over 2.85 times larger than the second largest value (1650)

Blade B temp.

categorical

Approximate Distinct Count 5
Approximate Unique (%) 0.0%
Missing 2367
Missing (%) 4.6%
Memory Size 3431910

Length

Mean 4.9933
Standard Deviation 0.1158
Median 5
Minimum 3
Maximum 5

Sample

1st row 166.0
2nd row 165.0
3rd row 166.0
4th row 166.0
5th row 166.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 195798
  • The top 2 categories (165.0, 166.0) take over 50.0%

Blade C temp.

categorical

Approximate Distinct Count 7
Approximate Unique (%) 0.0%
Missing 2367
Missing (%) 4.6%
Memory Size 3431910
  • The largest value (166.0) is over 2.38 times larger than the second largest value (167.0)

Length

Mean 4.9933
Standard Deviation 0.1158
Median 5
Minimum 3
Maximum 5

Sample

1st row 166.0
2nd row 166.0
3rd row 166.0
4th row 166.0
5th row 166.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 195798
  • The top 2 categories (166.0, 167.0) take over 50.0%
  • The largest value (1660) is over 2.38 times larger than the second largest value (1670)

Rotor temp. 1

numerical

Approximate Distinct Count 117
Approximate Unique (%) 0.2%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 52.6566
Minimum 0
Maximum 125
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Rotor temp. 1 is skewed right (γ1 = 1.124)

Quantile Statistics

Minimum 0
5-th Percentile 16
Q1 42
Median 48
Q3 56
95-th Percentile 106
Maximum 125
Range 125
IQR 14

Descriptive Statistics

Mean 52.6566
Standard Deviation 22.958
Variance 527.0707
Sum 2.5819e+06
Skewness 1.124
Kurtosis 1.4176
Coefficient of Variation 0.436
  • Rotor temp. 1 is not normally distributed (p-value 4.602164004231985e-11)
  • Rotor temp. 1 has 9571 outliers

Rotor temp. 2

numerical

Approximate Distinct Count 118
Approximate Unique (%) 0.2%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 52.7522
Minimum 0
Maximum 126
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Rotor temp. 2 is skewed right (γ1 = 1.108)

Quantile Statistics

Minimum 0
5-th Percentile 16
Q1 42
Median 48
Q3 56
95-th Percentile 105
Maximum 126
Range 126
IQR 14

Descriptive Statistics

Mean 52.7522
Standard Deviation 22.7064
Variance 515.5787
Sum 2.5865e+06
Skewness 1.108
Kurtosis 1.4073
Coefficient of Variation 0.4304
  • Rotor temp. 2 is not normally distributed (p-value 7.1047442085589e-11)
  • Rotor temp. 2 has 9516 outliers

Stator temp. 1

numerical

Approximate Distinct Count 113
Approximate Unique (%) 0.2%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 60.8131
Minimum 0
Maximum 119
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Stator temp. 1 is skewed right (γ1 = 0.0292)

Quantile Statistics

Minimum 0
5-th Percentile 16
Q1 45
Median 62
Q3 74
95-th Percentile 103
Maximum 119
Range 119
IQR 29

Descriptive Statistics

Mean 60.8131
Standard Deviation 23.7589
Variance 564.4839
Sum 2.9818e+06
Skewness 0.0292
Kurtosis -0.227
Coefficient of Variation 0.3907
  • Stator temp. 1 is not normally distributed (p-value 4.7457928626714513e-08)
  • Stator temp. 1 has 260 outliers

Stator temp. 2

numerical

Approximate Distinct Count 111
Approximate Unique (%) 0.2%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 60.3132
Minimum 0
Maximum 117
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Stator temp. 2 is skewed right (γ1 = 0.0144)

Quantile Statistics

Minimum 0
5-th Percentile 16
Q1 45
Median 61
Q3 73
95-th Percentile 102
Maximum 117
Range 117
IQR 28

Descriptive Statistics

Mean 60.3132
Standard Deviation 23.536
Variance 553.9442
Sum 2.9573e+06
Skewness 0.01443
Kurtosis -0.2252
Coefficient of Variation 0.3902
  • Stator temp. 2 is not normally distributed (p-value 5.01895664887941e-09)
  • Stator temp. 2 has 318 outliers

Nacelle ambient temp. 1

numerical

Approximate Distinct Count 29
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 12.5126
Minimum 0
Maximum 28
Zeros 183
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • Nacelle ambient temp. 1 is skewed left (γ1 = -0.0709)

Quantile Statistics

Minimum 0
5-th Percentile 5
Q1 9
Median 12
Q3 16
95-th Percentile 20
Maximum 28
Range 28
IQR 7

Descriptive Statistics

Mean 12.5126
Standard Deviation 4.7484
Variance 22.5472
Sum 613520
Skewness -0.0709
Kurtosis -0.5569
Coefficient of Variation 0.3795
  • Nacelle ambient temp. 1 is not normally distributed (p-value 0.008669529296234607)
  • Nacelle ambient temp. 1 has 24 outliers

Nacelle ambient temp. 2

numerical

Approximate Distinct Count 29
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 12.4327
Minimum 0
Maximum 28
Zeros 183
Zeros (%) 0.4%
Negatives 0
Negatives (%) 0.0%
  • Nacelle ambient temp. 2 is skewed left (γ1 = -0.0648)

Quantile Statistics

Minimum 0
5-th Percentile 5
Q1 9
Median 12
Q3 16
95-th Percentile 20
Maximum 28
Range 28
IQR 7

Descriptive Statistics

Mean 12.4327
Standard Deviation 4.7453
Variance 22.5175
Sum 609601
Skewness -0.06476
Kurtosis -0.5562
Coefficient of Variation 0.3817
  • Nacelle ambient temp. 2 is not normally distributed (p-value 0.009827397143535269)
  • Nacelle ambient temp. 2 has 21 outliers

Nacelle temp.

numerical

Approximate Distinct Count 31
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 16.3289
Minimum 0
Maximum 33
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Nacelle temp. is skewed left (γ1 = -0.0059)

Quantile Statistics

Minimum 0
5-th Percentile 8
Q1 12
Median 16
Q3 20
95-th Percentile 24
Maximum 33
Range 33
IQR 8

Descriptive Statistics

Mean 16.3289
Standard Deviation 4.9873
Variance 24.8728
Sum 800637
Skewness -0.005914
Kurtosis -0.3715
Coefficient of Variation 0.3054
  • Nacelle temp. is not normally distributed (p-value 0.0036392743580732183)
  • Nacelle temp. has 5 outliers

Nacelle cabinet temp.

numerical

Approximate Distinct Count 32
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 19.8443
Minimum 0
Maximum 36
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Nacelle cabinet temp. is skewed left (γ1 = -0.09)

Quantile Statistics

Minimum 0
5-th Percentile 12
Q1 16
Median 20
Q3 24
95-th Percentile 28
Maximum 36
Range 36
IQR 8

Descriptive Statistics

Mean 19.8443
Standard Deviation 5.2522
Variance 27.5854
Sum 973007
Skewness -0.09002
Kurtosis -0.1859
Coefficient of Variation 0.2647
  • Nacelle cabinet temp. is not normally distributed (p-value 0.0006363854009989186)
  • Nacelle cabinet temp. has 165 outliers

Main carrier temp.

numerical

Approximate Distinct Count 27
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 16.5534
Minimum 0
Maximum 29
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Main carrier temp. is skewed left (γ1 = -0.2502)

Quantile Statistics

Minimum 0
5-th Percentile 9
Q1 13
Median 17
Q3 20
95-th Percentile 24
Maximum 29
Range 29
IQR 7

Descriptive Statistics

Mean 16.5534
Standard Deviation 4.7943
Variance 22.985
Sum 811644
Skewness -0.2502
Kurtosis -0.4968
Coefficient of Variation 0.2896
  • Main carrier temp. has 165 outliers

Rectifier cabinet temp.

numerical

Approximate Distinct Count 43
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 30.3361
Minimum 0
Maximum 49
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Rectifier cabinet temp. is skewed left (γ1 = -0.2922)

Quantile Statistics

Minimum 0
5-th Percentile 22
Q1 26
Median 30
Q3 34
95-th Percentile 39
Maximum 49
Range 49
IQR 8

Descriptive Statistics

Mean 30.3361
Standard Deviation 5.6234
Variance 31.6225
Sum 1.4874e+06
Skewness -0.2922
Kurtosis 2.0464
Coefficient of Variation 0.1854
  • Rectifier cabinet temp. has 248 outliers

Yaw inverter cabinet temp.

numerical

Approximate Distinct Count 31
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 24.3206
Minimum 0
Maximum 38
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Yaw inverter cabinet temp. is skewed left (γ1 = -0.3302)

Quantile Statistics

Minimum 0
5-th Percentile 17
Q1 20
Median 24
Q3 28
95-th Percentile 32
Maximum 38
Range 38
IQR 8

Descriptive Statistics

Mean 24.3206
Standard Deviation 4.918
Variance 24.1864
Sum 1.1925e+06
Skewness -0.3302
Kurtosis 0.9246
Coefficient of Variation 0.2022
  • Yaw inverter cabinet temp. is not normally distributed (p-value 0.0077897760966673096)
  • Yaw inverter cabinet temp. has 165 outliers

Fan inverter cabinet temp.

numerical

Approximate Distinct Count 36
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 28.8026
Minimum 0
Maximum 44
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Fan inverter cabinet temp. is skewed left (γ1 = -0.4489)

Quantile Statistics

Minimum 0
5-th Percentile 21
Q1 25
Median 29
Q3 33
95-th Percentile 37
Maximum 44
Range 44
IQR 8

Descriptive Statistics

Mean 28.8026
Standard Deviation 5.1848
Variance 26.8821
Sum 1.4123e+06
Skewness -0.4489
Kurtosis 2.0419
Coefficient of Variation 0.18
  • Fan inverter cabinet temp. is not normally distributed (p-value 0.009315089845562343)
  • Fan inverter cabinet temp. has 169 outliers

Ambient temp.

numerical

Approximate Distinct Count 36
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 13.3804
Minimum 0
Maximum 35
Zeros 169
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Ambient temp. is skewed left (γ1 = -0.0203)

Quantile Statistics

Minimum 0
5-th Percentile 5
Q1 9
Median 13
Q3 17
95-th Percentile 21
Maximum 35
Range 35
IQR 8

Descriptive Statistics

Mean 13.3804
Standard Deviation 5.246
Variance 27.5209
Sum 656069
Skewness -0.0203
Kurtosis -0.5174
Coefficient of Variation 0.3921
  • Ambient temp. is not normally distributed (p-value 0.0047055908437425515)
  • Ambient temp. has 46 outliers

Tower temp.

numerical

Approximate Distinct Count 32
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 23.1168
Minimum 0
Maximum 36
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Tower temp. is skewed left (γ1 = -0.5301)

Quantile Statistics

Minimum 0
5-th Percentile 11
Q1 19
Median 24
Q3 28
95-th Percentile 32
Maximum 36
Range 36
IQR 9

Descriptive Statistics

Mean 23.1168
Standard Deviation 6.3605
Variance 40.4564
Sum 1.1335e+06
Skewness -0.5301
Kurtosis -0.1349
Coefficient of Variation 0.2751
  • Tower temp. has 165 outliers

Control cabinet temp.

numerical

Approximate Distinct Count 39
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 31.7672
Minimum 0
Maximum 45
Zeros 165
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • Control cabinet temp. is skewed left (γ1 = -0.759)

Quantile Statistics

Minimum 0
5-th Percentile 21
Q1 27
Median 33
Q3 36
95-th Percentile 41
Maximum 45
Range 45
IQR 9

Descriptive Statistics

Mean 31.7672
Standard Deviation 6.3819
Variance 40.7282
Sum 1.5576e+06
Skewness -0.759
Kurtosis 1.1752
Coefficient of Variation 0.2009
  • Control cabinet temp. has 172 outliers

Transformer temp.

numerical

Approximate Distinct Count 59
Approximate Unique (%) 0.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 43.9947
Minimum -19
Maximum 71
Zeros 165
Zeros (%) 0.3%
Negatives 1
Negatives (%) 0.0%
  • Transformer temp. is skewed right (γ1 = 0.4624)

Quantile Statistics

Minimum -19
5-th Percentile 30
Q1 37
Median 43
Q3 48
95-th Percentile 66
Maximum 71
Range 90
IQR 11

Descriptive Statistics

Mean 43.9947
Standard Deviation 10.4065
Variance 108.295
Sum 2.1571e+06
Skewness 0.4624
Kurtosis 0.9
Coefficient of Variation 0.2365
  • Transformer temp. is not normally distributed (p-value 5.0958400105448206e-06)
  • Transformer temp. has 3550 outliers

RTU: ava. Setpoint 1

numerical

Approximate Distinct Count 294
Approximate Unique (%) 0.6%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 2988.6344
Minimum 0
Maximum 3050
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • RTU: ava. Setpoint 1 is skewed left (γ1 = -2.5557)

Quantile Statistics

Minimum 0
5-th Percentile 2501
Q1 3050
Median 3050
Q3 3050
95-th Percentile 3050
Maximum 3050
Range 3050
IQR 0

Descriptive Statistics

Mean 2988.6344
Standard Deviation 172.0668
Variance 29606.9929
Sum 1.4654e+08
Skewness -2.5557
Kurtosis 5.9081
Coefficient of Variation 0.05757
  • RTU: ava. Setpoint 1 is not normally distributed (p-value 9.225300011984136e-25)
  • RTU: ava. Setpoint 1 has 6003 outliers

Inverter averages

numerical

Approximate Distinct Count 337
Approximate Unique (%) 0.7%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 27.8292
Minimum -14
Maximum 42.5455
Zeros 165
Zeros (%) 0.3%
Negatives 162
Negatives (%) 0.3%
  • Inverter averages is skewed left (γ1 = -1.8175)

Quantile Statistics

Minimum -14
5-th Percentile 19.7273
Q1 24.3636
Median 28.4545
Q3 31.8182
95-th Percentile 35
Maximum 42.5455
Range 56.5455
IQR 7.4545

Descriptive Statistics

Mean 27.8292
Standard Deviation 5.5961
Variance 31.3162
Sum 1.3645e+06
Skewness -1.8175
Kurtosis 10.3695
Coefficient of Variation 0.2011
  • Inverter averages is not normally distributed (p-value 0.004687105478797277)
  • Inverter averages has 344 outliers

Inverter std dev

numerical

Approximate Distinct Count 1047
Approximate Unique (%) 2.1%
Missing 2367
Missing (%) 4.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784512
Mean 1.8557
Minimum 0
Maximum 23.5129
Zeros 317
Zeros (%) 0.6%
Negatives 0
Negatives (%) 0.0%
  • Inverter std dev is skewed right (γ1 = 9.7503)

Quantile Statistics

Minimum 0
5-th Percentile 0.8944
Q1 1.206
Median 1.5667
Q3 2.3703
95-th Percentile 3.2946
Maximum 23.5129
Range 23.5129
IQR 1.1642

Descriptive Statistics

Mean 1.8557
Standard Deviation 1.2699
Variance 1.6126
Sum 90990.3598
Skewness 9.7503
Kurtosis 151.9183
Coefficient of Variation 0.6843
  • Inverter std dev is not normally distributed (p-value 3.3208589010532073e-15)
  • Inverter std dev has 155 outliers

Main Status

numerical

Approximate Distinct Count 29
Approximate Unique (%) 1.6%
Missing 49550
Missing (%) 96.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 29584
Mean 23.2742
Minimum 0
Maximum 307
Zeros 1247
Zeros (%) 2.4%
Negatives 0
Negatives (%) 0.0%
  • Main Status is skewed right (γ1 = 2.8976)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 0
Q3 2
95-th Percentile 207.68
Maximum 307
Range 307
IQR 2

Descriptive Statistics

Mean 23.2742
Standard Deviation 58.8839
Variance 3467.3171
Sum 43034
Skewness 2.8976
Kurtosis 7.472
Coefficient of Variation 2.53
  • Main Status is not normally distributed (p-value 7.62084879140186e-25)
  • Main Status has 416 outliers

Sub Status

numerical

Approximate Distinct Count 36
Approximate Unique (%) 1.9%
Missing 49550
Missing (%) 96.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 29584
Mean 24.9919
Minimum 0
Maximum 919
Zeros 456
Zeros (%) 0.9%
Negatives 0
Negatives (%) 0.0%
  • Sub Status is skewed right (γ1 = 5.5485)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 1
Median 1
Q3 2
95-th Percentile 56
Maximum 919
Range 919
IQR 1

Descriptive Statistics

Mean 24.9919
Standard Deviation 113.6807
Variance 12923.2959
Sum 46210
Skewness 5.5485
Kurtosis 30.7885
Coefficient of Variation 4.5487
  • Sub Status is not normally distributed (p-value 5.088989741514882e-25)
  • Sub Status has 353 outliers

Full Status

categorical

Approximate Distinct Count 58
Approximate Unique (%) 3.1%
Missing 49550
Missing (%) 96.4%
Memory Size 130185

Length

Mean 5.4083
Standard Deviation 0.926
Median 5
Minimum 5
Maximum 9

Sample

1st row 228 : 100
2nd row 228 : 100
3rd row 228 : 100
4th row 228 : 100
5th row 228 : 100

Letter

Count 0
Lowercase Letter 0
Space Separator 3698
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 4453
  • The largest value (0) is over 2.75 times larger than the second largest value (1)

Status Text

categorical

Approximate Distinct Count 56
Approximate Unique (%) 3.0%
Missing 49550
Missing (%) 96.4%
Memory Size 164573

Length

Mean 24.0065
Standard Deviation 9.1986
Median 20
Minimum 11
Maximum 63

Sample

1st row Timeout warnmessag...
2nd row Timeout warnmessag...
3rd row Timeout warnmessag...
4th row Timeout warnmessag...
5th row Timeout warnmessag...

Letter

Count 38627
Lowercase Letter 35960
Space Separator 4955
Uppercase Letter 2667
Dash Punctuation 117
Decimal Number 103
  • The largest value (turbine) is over 2.76 times larger than the second largest value (operation)

T

categorical

Approximate Distinct Count 4
Approximate Unique (%) 0.2%
Missing 49550
Missing (%) 96.4%
Memory Size 125732
  • The largest value (1.0) is over 4.13 times larger than the second largest value (6.0)

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 6.0
2nd row 6.0
3rd row 6.0
4th row 6.0
5th row 6.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 3698
  • The largest value (10) is over 4.13 times larger than the second largest value (60)
  • T has words of constant length

Service

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 49550
Missing (%) 96.4%
Memory Size 129366
  • The largest value (False) is over 27.89 times larger than the second largest value (True)

Length

Mean 4.9654
Standard Deviation 0.1828
Median 5
Minimum 4
Maximum 5

Sample

1st row False
2nd row False
3rd row False
4th row False
5th row False

Letter

Count 9181
Lowercase Letter 7332
Space Separator 0
Uppercase Letter 1849
Dash Punctuation 0
Decimal Number 0
  • The largest value (false) is over 27.89 times larger than the second largest value (true)

FaultMsg

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 49550
Missing (%) 96.4%
Memory Size 129402
  • The largest value (False) is over 65.04 times larger than the second largest value (True)

Length

Mean 4.9849
Standard Deviation 0.1222
Median 5
Minimum 4
Maximum 5

Sample

1st row True
2nd row True
3rd row True
4th row True
5th row True

Letter

Count 9217
Lowercase Letter 7368
Space Separator 0
Uppercase Letter 1849
Dash Punctuation 0
Decimal Number 0
  • The largest value (false) is over 65.04 times larger than the second largest value (true)

Value0

numerical

Approximate Distinct Count 227
Approximate Unique (%) 12.3%
Missing 49550
Missing (%) 96.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 29584
Mean 7.0424
Minimum 0
Maximum 40.2
Zeros 36
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • Value0 is skewed right (γ1 = 0.9641)

Quantile Statistics

Minimum 0
5-th Percentile 0.9
Q1 2.3
Median 5.7
Q3 11
95-th Percentile 17.2
Maximum 40.2
Range 40.2
IQR 8.7

Descriptive Statistics

Mean 7.0424
Standard Deviation 5.5661
Variance 30.9816
Sum 13021.4
Skewness 0.9641
Kurtosis 0.8783
Coefficient of Variation 0.7904
  • Value0 is not normally distributed (p-value 1.433446662805795e-07)
  • Value0 has 14 outliers

Interactions

Correlations

Missing Values